{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 初始化\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sys\n",
    "\n",
    "# 中文\n",
    "if sys.platform == 'darwin':\n",
    "    plt.rcParams['font.sans-serif']=['Songti SC'] \n",
    "else:\n",
    "    plt.rcParams['font.sans-serif']=['SimHei'] \n",
    "    \n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "plt.style.use('ggplot')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Solarize_Light2',\n",
       " '_classic_test_patch',\n",
       " 'bmh',\n",
       " 'classic',\n",
       " 'dark_background',\n",
       " 'fast',\n",
       " 'fivethirtyeight',\n",
       " 'ggplot',\n",
       " 'grayscale',\n",
       " 'seaborn',\n",
       " 'seaborn-bright',\n",
       " 'seaborn-colorblind',\n",
       " 'seaborn-dark',\n",
       " 'seaborn-dark-palette',\n",
       " 'seaborn-darkgrid',\n",
       " 'seaborn-deep',\n",
       " 'seaborn-muted',\n",
       " 'seaborn-notebook',\n",
       " 'seaborn-paper',\n",
       " 'seaborn-pastel',\n",
       " 'seaborn-poster',\n",
       " 'seaborn-talk',\n",
       " 'seaborn-ticks',\n",
       " 'seaborn-white',\n",
       " 'seaborn-whitegrid',\n",
       " 'tableau-colorblind10']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.style.available"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'darwin'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 01 title设置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"titile\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "如果title是中文，matplotlib会乱码，这时需要加上下面这段代码 <br />\n",
    "``` plt.rcParams['font.sans-serif']=['SimHei'] ```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title(\"中文\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 02 Figure对象\n",
    "在matplotlib中，整个图像为一个Figure对象。在Figure对象中可以包含一个或者多个Axes对象。每个Axes(ax)对象都是一个拥有自己坐标系统的绘图区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 576x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,3), dpi=96)\n",
    "plt.plot(6,3)\n",
    "plt.plot(3, 3*2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 03 坐标轴及标签\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.xlim(0,6)\n",
    "plt.ylim(0,3)\n",
    "plt.xlabel('X')\n",
    "plt.ylabel('Y')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(2, 3, label=\"123\")#第一个label\n",
    "plt.plot(2, 3* 2, label=\"456\")#第二个label\n",
    "plt.legend(loc='best')#图列位置，可选best，center等\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=np.linspace(0,10,200)#从0到10之间等距产生200个值\n",
    "y=np.sin(x)\n",
    "\n",
    "plt.plot(x,y,linestyle=':',color='b')\n",
    "plt.annotate(text='标记点',xy=(3,np.sin(3)),xytext=(4,-0.5),weight='bold',color='b', arrowprops=dict(arrowstyle='-|>',color='k'))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "05 使用子图\n",
    "\n",
    "如果需要将多张子图展示在一起，可以使用 subplot() 实现。即在调用 plot()函数之前需要先调用 subplot() 函数。该函数的第一个参数代表子图的总行数，第二个参数代表子图的总列数，第三个参数代表活跃区域。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x720 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6), dpi=120)\n",
    "ax1 = plt.subplot(2, 2, 1)\n",
    "ax1.plot(x,np.sin(x), 'k')\n",
    "\n",
    "\n",
    "ax2 = plt.subplot(2, 2, 2, sharey=ax1) # 与 ax1 共享y轴\n",
    "ax2.plot(x, np.cos(x), 'g')\n",
    "\n",
    "ax3 = plt.subplot(2, 2, 3)\n",
    "ax3.plot(x,x, 'r')\n",
    "\n",
    "ax4 = plt.subplot(2, 2, 4, sharey=ax3) # 与 ax3 共享y轴\n",
    "ax4.plot(x, 2*x, 'y')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(10)\n",
    "y = np.random.randint(1,20,10)\n",
    "\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.title(\"报表标题\")\n",
    "\n",
    "plt.bar(x, y, width=0.8, alpha=0.9)\n",
    "plt.xticks(x, x + 1)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr4AAAF1CAYAAAAOQOmfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAAZ4UlEQVR4nO3dfWzddd3/8de2M9wcYxt2ZjcwEAXrzRAhIuNGC2uWCUEkIQyjJiAbRuJdwIj4jxqj1psgIRpFBotOdBMVBC+s2JWhMJAf3qwkbmt0QTbHTQq0QEuHXfv744q7REYH6+k5bT+PR0LCzul35/0+Z82efDn9nklDQ0NDAQCACW5yvQcAAIBaEL4AABRB+AIAUAThCwBAEYQvAABFEL4ANTQ4OJg9e/bUewyAIglfgBr6xz/+kYMOOiif/OQn9942ODi49997enpy3HHH5Y477kiSbNq0KfPnz8+XvvSlrFu3LkuXLs2KFSvyla98JU1NTS/4Z9GiRXnf+96XnTt31nwvgPGgUu8BAEoyderUDA4OZubMmfnXv/6V559/PhdffHEeffTRvV8ze/bsXH311TnppJMyefLkPProoznttNPS1NSUH/3oR9m4cWPWrFmTK6+8MnfffXfe/e535ze/+U3OOOOMTJkypY7bAYxtwhegBp566qn09vbuDdxnnnkmn/vc57Jhw4a0tbXl0EMPfcHX7969O6961av2/vpTn/pUZs+enQcffDBTp07Nrl270tLSkhNPPDFnnnlmBgcHs2jRoqxZsybLli2r6W4A44W3OgDUQFdXV+688858+tOfTpLs2LEjJ5xwQi677LI8+eSTL/jaHTt25Igjjkh7e/ve266++ups3LgxS5YsSZJUKpVcf/31+fvf/54//elPWb9+fXbt2pXOzs7aLQUwzghfgBo4+uij86EPfWjvD7YNDg7mXe96V2699dasXLkyTU1NmTRpUqZPn54PfehDaWxszLe+9a3s3r07yf+e8W1qasq9996b//yk+YaGhjzyyCNZsGBBkuSwww6r/XIA44S3OgDUSF9fXx544IEkyaRJk3LMMcdk3bp1efTRR3PmmWdm4cKFOemkk3LnnXcmSYaGhvKPf/wjN9xwQ84///zMmDEjHR0dufjii7Nhw4a9X5Mk06dPr89SAOOIM74ANXL77bfv/eGzo48+Onv27Ml1112XVatW5Wtf+1qSpLe3N+eff35+/vOfZ/fu3bnooovygx/8IGeddVYmTZqU5cuXZ8aMGVm9enWS5Omnn06SzJ07tz5LAYwjwhegRr7zne/kqquuSpIcdNBB6e7uzsKFC3PiiSfuvf3QQw/NRz7ykZx33nn59re/nauuuirPP/98vvrVryZJLr744rz2ta/NRz7ykSTJli1bcsghh+Soo45KkgwMDNRhM4DxQfgC1MCvfvWrfPCDH8yZZ56597ahoaHceeedWbt27QsuQ3bKKackSVpaWvLkk0/m3nvvzfz585Mka9euzeOPP55bbrklbW1teeihh/KNb3wjmzZtyqJFi/YeC8CLCV+AGliyZEkuvvjiF9x2/fXX59prr80xxxzzgg+xmDZtWt75znfm5JNPzmOPPZbm5uZceeWVSZILL7wwGzduzPXXX58bbrghq1atyiWXXJJPfvKTeeSRR3L11VfXci2AccUPtwHUwGte85ok//fDaLt3785JJ52UxsbGrF+/Pt/73veS/O9bIJLkvvvuS5J84QtfyKpVqzJ58uSsX78+t99+e5577rncc889WbZsWXp6evLFL34xvb29WbhwYf7whz9k586dru4AsA/CF6CG/v2pbW984xtzwgknJElWrFiRH/zgBzniiCPy4Q9/+AVf/+STT+a8887L5MmTc9ttt+Wqq67K2rVr8+STT+aee+550e9/7rnnil6AlzBp6D8vCAnAmNHZ2ZlJkybl6KOP3uf9e/bsye7duzM4OLj3+sAHH3ywjy0GeAnCFwCAIvjhNgAAiiB8AQAogvAFAKAIwhcAgCLU9HJmu3btquXD1URDQ0O6urrqPUbNlbp3Uu7upe6dlLu7vctT6u6l7p1M3N0XLFiwz9ud8QUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAiVeg8ATAy3re8e0fFnr5hdlTkA4KU44wsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUoVLvAZiYblvfPaLjz14xuypzAAD8mzO+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARRC+AAAUQfgCAFCEynB3DgwMZO3atZk/f366u7tzwQUXJEm6urpy880354gjjsjOnTtz0UUXZdKkSTUZGOC/7Vn13hEdP+W6W6s0CQBj2bBnfNvb29Pb25vly5dny5Yt6ejoSJLce++9WbhwYZYtW5aenp709vbWZFgAADhQw57x7ejoyLx585Iks2bNyubNm3PsscdmyZIl+dGPfpQ3vOENWbJkSQ4++OB9Ht/W1pa2trYkSUtLSxoaGqo8fv1VKpUJudf+7H/v7hH9/mP5OfWav5TuEf3+I3lOHxvRI+//sb3mZSl176Tc3UvdOylv92HD978NDQ0lSfr7+7Ns2bLMnTs31157bY488si9gfyfmpub09zcvPfXXV1dIxx37GloaJiQe+3PaO89lp9Tr/noqOdzur/H9pqXpdS9k3J3L3XvZOLuvmDBgn3ePuxbHRYvXpwnnngiSdLT05O5c+emr68vd9xxR/r7+zNnzpwcfvjhefjhh6s/MQAAVNGwZ3yXLl2aHTt2pLW1NY2Njdm+fXvmzJmTpqamtLa25rnnnsusWbNy/PHH12peAAA4IMOGb6VSycqVK/d536WXXpokOeWUU6o/FdTROTduPeBjf/mBxipOAgBUk+v4AgBQBOELAEARhC8AAEUQvgAAFEH4AgBQBOELAEARhC8AAEUQvgAAFEH4AgBQBOELAEARhC8AAEUQvgAAFKFS7wEAqI9zbtw6ouN/+YHGKk0CUBvO+AIAUAThCwBAEYQvAABFEL4AABRB+AIAUAThCwBAEYQvAABFEL4AABRB+AIAUAThCwBAEYQvAABFqNR7AACA/dmz6r0HfOyU626t4iSMZ874AgBQBGd8R9lt67sP+NizV8yu2hwAAKVzxhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAijCi8L3rrruyadOmas0CAACjZtjwHRgYyJo1a9La2pp169a94L7Vq1dnz549Ofnkk0d1QAAAqIZhw7e9vT29vb1Zvnx5tmzZko6OjiRJZ2dntm3bljPOOKMmQwIAwEgNG74dHR2ZPXt2kmTWrFnZvHlzkuT+++/PW97yltx999256aabMjAwMOqDAgDASFReyRcPDQ0lSfr6+jJr1qyceuqp+fKXv5yNGzemubn5RV/f1taWtra2JElLS0saGhqqMPLYUqlU9rNX9wH/3mP5+RrNvZOxvftwxuvcL8dYfs0fG9Ej7/+x9797mSbqc1Ly6z2Wdx/J97nv8ZdW2u7Dhu/ixYuzdevWJElPT0/e9KY3pa+vL4cddlh27tyZJJk+fXomT973iePm5uYXBHFXV1e15h4zGhoaRm2vsfx8jebeydjefTjjde6XYyK/5vt77NHefbyaqM9Jya/3RN3d9/hLm6i7L1iwYJ+3D/tWh6VLl2bGjBlpbW1NY2Njtm/fno6Ojpx++unZvXt32tvbM23atJx22mmjMjQAAFTLsGd8K5VKVq5cuc/7Pv7xjyeJH3ADAGBc8AEWAAAUQfgCAFAE4QsAQBFe0eXMABhb9qx674Ef3PT16g0CMA444wsAQBGELwAARfBWByBJcs6NW0d0/MrKvCpNAgCjQ/hCFd22vntEx5+9YnZV5gAAXsxbHQAAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCC5nBsC4M6KPak4y5bpbqzQJMJ4IX5hARhQDTV+v3iAAMAZ5qwMAAEUQvgAAFEH4AgBQBOELAEARhC8AAEUQvgAAFEH4AgBQBOELAEARhC8AAEUQvgAAFEH4AgBQBOELAEARhC8AAEUQvgAAFEH4AgBQBOELAEARhC8AAEUQvgAAFEH4AgBQBOELAEARhC8AAEUQvgAAFKFS7wEYm865ceuIjl9ZmVelSQAAqkP4AnBAblvffcDHnr1idtXmAHi5vNUBAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiVOo9AADAWHbb+u4RHX/2itlVmYORc8YXAIAiCF8AAIow4d/qsGfVe0d0/JTrbq3SJAAA1JMzvgAAFEH4AgBQhGHDd2BgIGvWrElra2vWrVv3ovs7OzvT0tIyasMBAEC1DBu+7e3t6e3tzfLly7Nly5Z0dHTsve/hhx/OHXfckf7+/lEfEgAARmrYH27r6OjIvHnzkiSzZs3K5s2bc+yxx2bXrl15/PHH89a3vjUbN258yePb2trS1taWJGlpaUlDQ0P1Jn+ZHhvh8fubuVKp7OdrukftsSeyUncf6d4j/fNeTyPZvf7f5/UzXl/zev9ZH+7xx/LrPdrG8u4jec3r+Xf5y3n8ehrLr/loeEVXdRgaGkqS3HLLLXn22WfzxBNPpKurK21tbWlubn7R1zc3N7/g9q6urhGOW3v7m7mhoWHU9hqPz1e1lLp7qXsn9d29nt/npar38znc45f8ek/U3ev9PT6Wn9OJ+povWLBgn7cPG76LFy/O1q1bkyQ9PT1505velL6+vlx66aVJko0bN2bjxo37jF4AABhLhg3fpUuXZseOHWltbU1jY2O2b9+eOXPm5KSTTqrVfABjmo8yBRg/hg3fSqWSlStXvuT9TU1NaWpqqvZMAABQdRP+k9tKNqJPrWv6evUGAQAYA3yABQAARRC+AAAUQfgCAFAE4QsAQBGELwAARXBVBwAA9mkk1yofi9cpd8YXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIrgI4sBoBDn3Lh1RMf/8gONVZoE6sMZXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogsuZAcA4sWfVe0f2GzR9vTqDwDjljC8AAEVwxpcJxxkRAGBfnPEFAKAIwhcAgCIIXwAAiiB8AQAogvAFAKAIwhcAgCIIXwAAiiB8AQAogg+wAIp3zo1bD/jYlZV5VZyEWhnJa/7LDzRWcRKglpzxBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiCF8AAIogfAEAKILwBQCgCMIXAIAiVIa7c2BgIGvXrs38+fPT3d2dCy64IEny3HPPZfXq1fnb3/6W+fPn5/LLL8/UqVNrMjAAAByIYc/4tre3p7e3N8uXL8+WLVvS0dGRJNmyZUtWrVqVb37zm9m2bVt27txZk2EBAOBADXvGt6OjI/PmzUuSzJo1K5s3b86xxx6b448/Pkny1FNPZdGiRVm0aNE+j29ra0tbW1uSpKWlJQ0NDdWc/WV5bITH72/mSqWyn6/pHrXH3p+R7l5PI9m91L2Tcncvde9k/O4+nveux99l/1bv13u87l7Pv8tfzuPX01jumNEwbPj+t6Ghob3/3tvbm9///ve54oorMmXKlH1+fXNzc5qbm/f+uqur6wDHrJ/9zdzQ0DBqe43H56taSt291L2Tcne39/gznmcfqfG6ez3/Ln85j19PE7VjFixYsM/bh32rw+LFi/PEE08kSXp6ejJ37tz09fWlv78/f/7zn3PWWWfl+eefz4YNG6o/MQAAVNGwZ3yXLl2aHTt2pLW1NY2Njdm+fXvmzJmTRx55JD/5yU9yzTXXJEk+9rGP1WRYAAA4UMOGb6VSycqVK/d537nnnjsqAwEAwGhwHV8AAIogfAEAKMIruqoDAFCu29Z3H/CxZ6+YXbU54EA54wsAQBGELwAARRC+AAAUQfgCAFAE4QsAQBGELwAARXA5MwB4BUZySa/EZb2gnpzxBQCgCMIXAIAieKsDADChnXPj1hEdv7Iyr0qTUG/O+AIAUAThCwBAEbzVAQBgjNqz6r0jOn7KdbdWaZKJwRlfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBAChCpd4DAAAwOs65ceuIjl9ZmVelScYGZ3wBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIghfAACKIHwBACiC8AUAoAjCFwCAIlSGu3NgYCBr167N/Pnz093dnQsuuGDY2yeic27cOqLjV1bmVWkSAABGYtgzvu3t7ent7c3y5cuzZcuWdHR0DHs7AACMVcOGb0dHR2bPnp0kmTVrVjZv3jzs7QAAMFYN+1aH/zY0NPSKbm9ra0tbW1uSpKWlJQsWLHiF41XB/zwwosP/X5XGqIsR7F7q3km5u5e6d1Lu7qXunYzj3UvdO/Fn/QCN691HwbBnfBcvXpwnnngiSdLT05O5c+emr6/vRbcvXrx4n8c3NzenpaUlLS0tVR577PjsZz9b7xHqotS9k3J3L3XvpNzd7V2eUncvde+kvN2HDd+lS5dmxowZaW1tTWNjY7Zv356Ojo4X3f72t7+9VvMCAMABGfatDpVKJStXrtznfS91OwAAjEWu4ztCzc3N9R6hLkrdOyl391L3Tsrd3d7lKXX3UvdOytt90tBL/WQaAABMIM74AgBQBOELwEv63e9+V+8Rau6uu+7Kpk2b6j0GMApe0XV8+T8lfWzzf3vwwQfzs5/9LF/84hfrPUpNPffcc1m9enX+9re/Zf78+bn88sszderUeo816gYHB/P9738/f/rTn/KOd7wjq1atqvdINdXZ2Zlf/OIXxV3y5/zzz0+SzJkzJ+9617vqPE3trF69OkcddVTe/e5313uUmvrFL36RdevW7f31F77whbz5zW+u40S10dXVlZtvvjlHHHFEdu7cmYsuuiiTJk2q91iMIuF7gP7zY5s///nPp6OjI8cee2y9xxp1//znPzM4OJiurq56j1JzW7ZsyapVqzJlypRccskl2blzZ173utfVe6xR193dnQsvvDBnnHFGfvvb39Z7nJp6+OGHc8cdd6S/v7/eo9TcZZddluOOO66oCOjs7My2bduKvGrR2972tr0/5PTjH/+4iOhNknvvvTcLFy7MsmXL8q1vfSu9vb05+OCD6z1WTTz99NP54Q9/mMbGxkyZMiWnn356vUeqCW91OEClfmzzwoULM3/+/HqPURfHH398pk2blmeffTaLFi3KokWL6j1STRx66KHp6enJunXrcswxx9R7nJrZtWtXHn/88bz1rW+t9yh1sWbNmnz0ox/Nddddl8HBwXqPUxP3339/3vKWt+Tuu+/OTTfdlIGBgXqPVDOvf/3rc8ghh6S7uztHHnlkvcepmSVLlqSzszOdnZ1ZsmRJMdGbJLfeemumTZuWU089NWvWrCnmP/CFb5W4OEYZent78/vf/z5XXHFFpkyZUu9xaqZSqeQTn/hEfvazn+XBBx+s9zg1ccstt6S9vT2//vWvs2PHjr0fv16Ka665Jtdcc022bduWv/zlL/Uepyb6+voyffr0nHrqqens7MzGjRvrPVLN/e53v8spp5xS7zFqpr+/P8uWLcvcuXNz00035dFHH633SDWzY8eOvPrVr87UqVPT39+fXbt21XukmhC+B+jlfmwzE0d/f3/+/Oc/56yzzsrzzz+fDRs21Hukmujv789rXvOazJ49O4ccckhmzJhR75Fq4tJLL81nPvOZvOc978nhhx9e3LUuX/WqV2XmzJk58sgj9/7frYnusMMOS09PT5Jk+vTpmTy5rL8iBwcH8+yzz2bmzJn1HqVm/v1Wpjlz5uTwww/Pww8/XO+RambhwoXZtWtX+vr6kqSYP+9lbDkKSv3Y5oGBgdx///3p7e3NX//613qPU1O//vWvc8011+T9739/LrnkkiJ+sC1JWltb893vfjd33XVXli9fnqOOOqreIzHKNmzYkGuvvTYPPPBATjjhhGJe89NPPz27d+9Oe3t7pk2bltNOO63eI9VUZ2dnGhsb6z1GTTU1NeW+++7LPffck1mzZuX444+v90g1c95552XBggX54x//mJkzZ+awww6r90g14QMsAAAK9dOf/jRTp07NueeeW+9RasIZXwCAAm3bti3PPPNMzjnnnHqPUjPO+AIAFKa/vz8PPfRQcW9vEb4AABTBWx0AACiC8AUAoAjCFwCAIghfAACKIHwBACjC/wdVnqSnDI1rOQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多系列柱状图\n",
    "df = pd.DataFrame(np.random.rand(10, 3), columns = ['a', 'b', 'c'])\n",
    "#df.plot(kind = 'bar', figsize=(10,6), grid = True, colormap = 'summer_r',width=0.8, alpha=0.8)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.title('标题')\n",
    "\n",
    "bar_width = 0.25\n",
    "\n",
    "plt.bar(df.index- bar_width, df.a, width=bar_width)\n",
    "plt.bar(df.index, df.b, width=bar_width)\n",
    "plt.bar(df.index + bar_width, df.c, width=bar_width)\n",
    "\n",
    "plt.xticks(df.index)\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多系列柱状图\n",
    "df = pd.DataFrame(np.random.rand(10, 3), columns = ['a', 'b', 'c'])\n",
    "df.plot(kind = 'bar', figsize=(10,6), grid = True, colormap = 'summer_r',width=0.8, alpha=0.8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多系列柱状图\n",
    "df = pd.DataFrame(np.random.rand(10, 3), columns = ['a', 'b', 'c'])\n",
    "#df.a.plot(kind = 'bar',  figsize=(10,6), grid = True, colormap = 'summer_r',width=0.8, alpha=0.8)\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.title('test')\n",
    "plt.bar(df.index, df.a, width=0.8, alpha =0.9)\n",
    "plt.bar(df.index, df.b, width=0.8, bottom=df.a)\n",
    "plt.bar(df.index, df.c, width=0.8, bottom=df.a + df.b)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多系列堆叠图\n",
    "df.plot(kind = 'bar', figsize=(12,6),  grid = True, colormap = 'Blues_r', stacked = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 水平向\n",
    "df.plot.barh( grid = True, colormap = 'BuGn_r', figsize=(10,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot.barh( grid = True, colormap = 'BuGn_r', figsize=(10,6), stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "x = np.random.rand(10)\n",
    "y = np.random.rand(10)\n",
    "plt.scatter(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,6))\n",
    "x = np.random.rand(50)\n",
    "y = np.random.rand(50)\n",
    "colors = np.random.rand(50)\n",
    "s = (30 * np.random.rand(50))**2\n",
    "plt.scatter(x, y, s=s, c=colors, alpha=0.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure()  # create a plot figure\n",
    "x = np.linspace(0, 10, 100)\n",
    "# create the first of two panels and set current axis\n",
    "plt.subplot(2, 1, 1) # (rows, columns, panel number)\n",
    "plt.plot(x, np.sin(x))\n",
    "\n",
    "# create the second panel and set current axis\n",
    "plt.subplot(2, 1, 2)\n",
    "plt.plot(x, np.cos(x));\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# First create a grid of plots\n",
    "# ax will be an array of two Axes objects\n",
    "fig, ax = plt.subplots(2)\n",
    "\n",
    "# Call plot() method on the appropriate object\n",
    "ax[0].plot(x, np.sin(x))\n",
    "\n",
    "ax[1].plot(x, np.cos(x));\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot:xlabel='a', ylabel='a'>,\n",
       "        <AxesSubplot:xlabel='b', ylabel='a'>,\n",
       "        <AxesSubplot:xlabel='c', ylabel='a'>,\n",
       "        <AxesSubplot:xlabel='d', ylabel='a'>],\n",
       "       [<AxesSubplot:xlabel='a', ylabel='b'>,\n",
       "        <AxesSubplot:xlabel='b', ylabel='b'>,\n",
       "        <AxesSubplot:xlabel='c', ylabel='b'>,\n",
       "        <AxesSubplot:xlabel='d', ylabel='b'>],\n",
       "       [<AxesSubplot:xlabel='a', ylabel='c'>,\n",
       "        <AxesSubplot:xlabel='b', ylabel='c'>,\n",
       "        <AxesSubplot:xlabel='c', ylabel='c'>,\n",
       "        <AxesSubplot:xlabel='d', ylabel='c'>],\n",
       "       [<AxesSubplot:xlabel='a', ylabel='d'>,\n",
       "        <AxesSubplot:xlabel='b', ylabel='d'>,\n",
       "        <AxesSubplot:xlabel='c', ylabel='d'>,\n",
       "        <AxesSubplot:xlabel='d', ylabel='d'>]], dtype=object)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1296x864 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = pd.DataFrame(np.random.randn(100, 4), columns = list('abcd'))\n",
    "\n",
    "pd.plotting.scatter_matrix(df, figsize = (18,12),marker = 'o',diagonal = 'kde',alpha = 0.4,range_padding = 0.05)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sizes = [2,5,12]\n",
    "labels = ['娱乐','育儿','饮食']\n",
    "plt.pie(sizes,labels=labels,autopct='%1.1f%%',shadow=False,startangle=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "04 直方图hist\n",
    "\n",
    "直方图绘制为hist（）函数，参数如下：\n",
    "\n",
    "data:必选参数，绘图数据\n",
    "\n",
    "bins:直方图的长条形数目，可选项，默认为10\n",
    "\n",
    "normed:是否将得到的直方图向量归一化，可选项，默认为0，代表不归一化，显示频数。normed=1，表示归一化，显示频率。\n",
    "\n",
    "facecolor:长条形的颜色\n",
    "\n",
    "edgecolor:长条形边框的颜色\n",
    "\n",
    "alpha:透明度\n",
    "\n",
    "......"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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TU+rp6XF70oI+//xzHTt2TAcPHpQk7dmzx+VFlcViMV25ckU9PT2KRCKuPPXHOywBwCDXXyoIAFg84g0ABhFvADCIeAOAQcQbAAwi3gBgEPEGAIP+D7mCJ8BYG6maAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "s = pd.Series(np.random.randn(1000))\n",
    "s.hist(bins = 20,histtype = 'bar',align = 'mid',orientation = 'vertical',alpha = 0.5, density=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s.plot(kind = 'kde', style = 'k--')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "05 polar\n",
    "\n",
    "极坐标图\n",
    "\n",
    "matplotlib的pyplot子库提供了绘制极坐标图的方法。在调用subplot()创建子图时通过设置projection='polar',便可创建一个极坐标子图，然后调用plot()在极坐标子图中绘图。\n",
    "\n",
    "部分参数意义：\n",
    "\n",
    "theta：角度数据\n",
    "\n",
    "radii ：极径数据\n",
    "\n",
    "theta_direction方法用于设置极坐标的正方向\n",
    "\n",
    "theta_zero_location方法用于设置极坐标0°位置，0°可设置在八个位置，分别为N, NW, W, SW, S, SE, E, NE\n",
    "\n",
    "thetagrids方法用于设置极坐标角度网格线显示\n",
    "\n",
    "theta_offset方法用于设置角度偏离"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax1 = plt.subplot(121, projection='polar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "N = 20\n",
    "theta = np.linspace(0, 2 * np.pi, N, endpoint = False)\n",
    "radii = 10 * np.random.rand(N)\n",
    "width = np.pi / 4 * np.random.rand(N)\n",
    "\n",
    "ax = plt.subplot(111, projection = 'polar')\n",
    "bars = ax.bar(theta, radii, width = width, bottom = 0.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x176ee415bb0>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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zZiaRHeQ4znOFqDCys7yB0tTrudDuuBMXx3GwvLzc5vL4hYW+7o/BBGFaqWvCX8U7z36jedW5UB+RIAjePqJpwFrX5BcWEnt/DMZ/u9HgqfUqMMeVuNAcDr/JKwgCMplMz6xQUIEZVLE5Ln5RoYKtef7q5l1ER31E0yzxJ7e2V1FlL3oJC0G7vjvLHeLxOKLR6LoUmONGXMhF8VsTdDGUSqW+ZvaoAjOo12RcqDWgXq/PJCg8CvMWF4I2JkqSNJWZNoqiIB6PDx2pMUhYCOrc7rSGMpkMZFledwJzXIiL4zhoNBo9f6n1en3oU2+YwNDGxF5dsuOwyK0BiyIuxDRL/GnQej8LaRRhIWhkQ+dDbmlpaeg8mLXG+pLKHlAAt1NY4vG4l6odBokKiYyfVCoFAF1VmeMgSRJyuRwkSfJGai6SsCwiNMW/XC4jHo9PNJZBjay0d8pPEGEBWmtFNE1rG9Xpum7PRtm1zroWF//oBD9UIRpkyFMvgZnGsKhEIuGNdJhk/8vxgmVZyOfzaDQayGazA5fkBYEEQFXVtqX1QYSFKBQKSCaTbZP+bdv2RmauF9a1W+Q4TtdMWypqY31SkLiIoghd1yeWEaLzqtfrcx+5wHFcz8ZFf+EX1dT027ZI/z1POI7zCiNLpdLEzoceKqqqMo9y6HcdRiIR75zXOutWXBzH6Zoix/M8stns2GX9GzZs8J6QkyCRSECSpLk0MgqC0LYzSBCEtq2LnR3OdLnQlgOgvxhRDIF6mKhxcdaXHA34mtQALo7jsGHDhrGLLckK6ryOUqmUV6W8llmX4kIT4wuFQtvXyYQdJ6OQTqfRbDa9bYHjFMnNujUAaIkJ9RsJggDbttu6lUd9ugcJ6NKWRfrD8/xUWxN6QSX+HMeNZcX4XaFIJIJmszmWpRmPxwGgzbUm8VrrC9LWpbg4joMXXnih7aLtFaUPSjqdhmEYnhCwFtoB001dd9LZwDiJ5sBxs0WdWyFpw+K0P4txxpT2irFQu8i411Wj0WizsmVZRiaTWdPWy7oTF1oF4feDVVWFpmldlkwQkskkbNvumvrOIjCDBjxPCkEQvCKzaVgJk0xF8zwPVVU9V4Cqm6f52QQdsD4oeDtqScOgn53L5bC6utpmUa1192hdiUsvd6jfLy4I/YqfiFEFhtaR9FpNMSn8/UbjXPDDmFadC8dxiEQi0DRtqn1EQX4Xw7JCoxRjDkNRFEQika5rdy27R+tKXPq5Q2Rys6AoCmKx2NDhTsMEZprrSOiGpBhArVabunsxiyI6WZa90vharTYVoRxmRY6abqY2knEeYjT21B90Xsvu0do74z6QO9TZGAaA+aIUBMHzz4cxqNBOURRkMpmeO5DGJRKJtLX2l8vluY6QnCSGYaBQKKBYLEJRFGSz2YnviS6Xy9B1HdlstusGDlLHYts2SqWSt/uZ9Vw6V9QahgFd1+ee1mdhXYiL67poNpttFwD1nLBmc8hsDrJGpJfA0IyQXjuQxkFVVW9f9MrKysK1B0wSunGLxSKi0SgymYyXrZsE1BqSyWQ8F4SlQI6sDqraDorruiiXy97gKmJSA6xmzboRF6q5IBKJBCqVCrPikwsTVBD8AkPxj3FM5U5kWUYul4Msy8jn86hUKmvywmPBtm0UCgVUKhUkEomJlvibpukJjCiKTJW3ALxANM0ECkqz2YTjOG2Vxa7rTmVX1rRZ8+JCxXKTdIcSiYRnjrJQLpe9NRajtusPg6pNY7HYcd8aQLulJl3ib5omisUicrncWMO3SqWSl/pnYZB7tJYeJGteXGzb7qrCpVGFLKiqCkEQxsrmqKoKjuOg67pXJDUOsiwjm816VcHrJaYyLs1mEysrKxMLelKhHd3c42RpCoUCcxk/uUed7tUke9hmwZoWF8dxenY7s7oKJEydLlYQFEXxpo4NCvKOQqe1Mu+eo0WEpsVVq9WxrBh/jKVer6NYLI4lWHRtssZfyD0iKxxoPUjXUmxtzaaiXdeFaZpt6VBBEJBKpZh3AqXTadTrdWZzuF8zGkuhHc0QmVcjI8dxbT1C/q2LnRsXe/UizcO68jcqBilQ7Be8HbfJFWill2k3VFBoVaz/Gud5Hhs2bFgTqek1Ky40SsFftJROp1Gr1Zh6h6hClNVqGdYUGURgRp1+Nik4jvP2B0mS5C0s69Xl7Lpu18ZF/6ZFvxgB8HqW6M8sCNJaMSwr1K+5cFTGLeKMx+OwLKut9iUWi3XFZBaRNblx0b8alJAkCRzHMQkLuUPjFIXR2td+F3O5XPZmtQwSGFoJOu3hQdTASPEh+jx1XR9J0GgI1zCoWTEajUKSJFiW5RU1Tuv9NRoNWJaFTCYzcJ7xKOlmXdchSZLnbgeF3DZasheUarWKXC7XJi61Ws3bibTIrEnLxXVdHDlypO1GzmQyKJfLTE/6cd2hIE2RgyyYaa8jEQTB229EDYysBVqsFbqiKHqi5rqut49oGpfhoE0MQetY0uk0dF1nHtmQSCRgWRaTexSLxbz1McRamPuyuGfWB7og/cJCNwuLsGia5hXhsRCLxeA4zsgXTa8gL13ohmFMRVioQjiVSnkjG/P5POr1emBhceFC56ooYwUGGnARTBQsy0K1WsXKyornVmWzWSSTyYkWxgHHXGdZlnt+3kHqWKiAj/ZsB4VGNLBkoGq1GiKRSNt83Wk2dk6KNWe5OI6DI0eOtN0UuVyOaXQBxUk6F6SNyqh9R72gi71arSKTyfS80C04eE6oQedsKK6Ak+wopADPA9oaMIl+ozx/CPdF7sBB+TEY0CFIPGzTQdRN44zmRXhF4y1QXbbCMaCVbo/FYuA4buyZO71IJBLgOA7lcpm5QG7c/iF6jyzuEQmT3zXjeR62beNP//RPccopp+B973tf4J87TdaUuJBp6H+6015klid+Mpn01p8GZVxhotdXVRWFQsG7mQzY2K0exP9WDuGIUEeNM2HBhQAOUVfCBlvDrxsbsbOxGSp6PwVpT3Gz2Rx7uLfOVfGd+GdwWNwLh3PAH31NWZJhmK1ztmBAdWM4q/lqvKb2/4ED+wR7URQRj8c9IZhkQDsejyMSiaBYLDJbqrIse+0cLCSTSW/8RVByuVzbnN177rkHO3fuRCKRwA033ICdO3di69atTOc1DdacW9RZ3BaPx5kK3gRB8ObgskDLz1hvXJ7nIUkSDMPwahkekpZxVfqf8OXo4zgoVtHkHIgQoEKEBAEG5+BXYg23RfbhqvQ9uE9+vu1nUrGdoigTaQ2oc0XcnvogDklPABznCUsnImRYnIFH1Dvxnfj1gV0lP5ZleSX+yWQSqVRqIiMHKH3ebDbbakeCQoHvzi0Ao1KpVJgLK6vVatux0WgUDz/8MEzTxOrqqtfAuiisGXGhuIjfHKWVpqwpPtaKR03TvPGQLHAc57lC1HH97cyzuD7xIIp8E/KQJJ4MARXexJ/EH8ZXIz/3Kkuj0SiKxeJEhlGbaOKvkh9FhV/tKyqd8BCxX34Qu6M3jfXaALwbptFoIJ1OM9/MQHuMhepfWAsbgVbcjDV+4jgODMNgKvajzBUFcbds2YL7778flmVh+/btzP1M02JNiUunGESjUabZs/QLYk1bx2KxsQKv1BRJpvHXjUfwV+I+SIIUyKXgweHO6LP4h6XnvPEEkypee0j9R6wKz4IPeIkIEPFz9R5U+MnMeqESf2omDHpD9wrelstlbz0uK+NU31YqFeZUcq1W8877u9/9Lq688kpYloVXvvKV+NGPfsT0M6fFmqlzsW27ra5FlmVYlsVstbCKw7juUGdT5At8HXdEfgHHdsALAkRBgDWCQHAABFEABw5fsx7DrxlRbAL709iPCxePqz+ACLbGOxsW/ln7S7y+9vsTOR+gJQiyLHtlA6Nk5wZlhUqlktevxRL/oKLASCQSOL1MGc/Oh+O9996LPXv2AGjV6mzatAlve9vb2o5tNBpYWlrygt7PPfccVFXFiSeeiGeeeSbw+5gma8JycRynK67CarXIsjxW2nocd0jTtK6myJtij6HJtcSEREUc8nTmuJb15TouTMuCBQf/I/YzpnPqxSHx5ygIzzEfz0PAL+WHYGOy1cWGYWB1ddUryx/EKOlmai5kjemM4x71Si9ffPHF+MAHPoAPfOAD2Lp1Ky688MKexzYaDWiahte+9rX4xje+gY985CPYt29f3++fF2vGcvEXL1GZOUs5+aiT5Tohd4i1ipeqVP1ZhjynY59YBO9zhSzbhjjAguE5DqIotqy2o9YTBw5Pi2Uc5mvY6Izvdz+h3AOMkfEBgCqfR0E4hJy9aezz8UMVr9FoFNlstueck1HrWGh6YTqdZq6ILpVKSCaTgdPLlPmMxWJd7n6xWESlUsGpp57a89h6vY5MJoNNmzbhD//wDwG0HpqTrhMal4W3XGjQtB8WUxRopWhN02SKS9BFwNptTeXf/uN/qDyHBtd9Lv0sGIHnIYpia79Qx3nYcHGn+mzgc+tFk6t4sRZv4RkvQBTE1h9RBLhW2pi+JvACeO7YRkabM9HgpjOEHGg9+SuVCrLZbNtNFbRAjor6WMdT0q4nltkt9XodiqJ0Vdnee++9uOiii/oeR5a3v6DPMIyFK6pbk+KiqipTGXY0GmXKEAmCAFmWx05bdz5hfy7l+xbFdQqM6LPWel1CIngcEMeb98FxHDRNQ0SNtRoZJRmiIILnWudIu7cd2wFcwLF9Wxi5loiKgghZkiGLCpLRFPPApFEwDAP5fB6pVAqyLDPvbtZ1HaZpMgd4x0kvk3tEOI6Dp556Ctu2bRt4XL1e7zrfarW6UAPEFl5cbNtui49QrUJQJEnyRgMEZZwAcCQSgWVZPeM0Vc4amB0igZGPNmWaljWwgqTGBXcTeZ73XAyaIRtrboBu1mGYBkzLhGVbsB0btmPDcR04buszpP+2nVbXtGVbMC0ThmmAM0XIzRgURcHS0hLS6TQ0TWuLMUwCWuCeSCSQy+WYdzdXKhUvJsZyDoPSy9/85jfxs5/1jolR/IR4+umnsWnTcFfSMAyIotj2eTYajYl/vuOw0OLiOE5X0DYajTK5RKwBYFEUmdPW1CjY31oa3YwdxeQNYhRTv1E6nfZmtK6urqJareKc6mWQXfa6EgDIWqdA1VtT3ZaXl1GpVCAIAnK53MT7iOiz4ThuLNdgnPRytVrtmV7ev38/KpUKduzY0fdYXdc9gdm7d+/IVbadwuQ4DnPl8TRYaHGhUZEEDSsKmunhj8YqWASCBn2zQCMT+13wUVcaWM0qCK33axwNXA/LIkXd4TcsbQ1QVRXlchmrq6tdDYyam8BG6wzmSlubM/AS/fVtX6PYxvLyMnRdRyKRQDqdHltk/K7QysoKEokEc3OhaZowDIPJPXIcB41Go83FsW0bf/3Xf410Oo3HHnus77H+2pUrrrgCL3nJS0Z6zc7Xo68timu00OLSWceiqipT3CMSiTCnrWniHctr9nOHiDOtFCz0vhB4ngPP8TCPCumwNLUNB6dZ/f3+ztaAUqk0UKQvrP8W3D7nNggXLqJ2Bjuar+37Pc1mE/l8HtVqdawS/84YC2V/xtkKQO4Ri+iRSJBr8tOf/hQnnngiXvOa1+DZZ5/FP/3TP/U8jgZyBRVFcvP9n12z2VwY12hhxYUKjfywigu1CQSFNdZCcYxhFs9rmqdAcbtvKo7jIApi180/SGB4l8Mbmt2pS47jkEqlArcGnGydhfMbb4QTsFZFcAVcUfkwhBGqHDpL/INYDP2Ct5NYTkbp5aBQepnex69+9StccMEFSCQSeNnLXoZf/OIXfY+t1+tMLQ66rrcFzVlruKbBYiXGfdDeZ4JSokHTyIqiMKXp/KMegzJq2jrrqDjdSmKfVPQCuxwASRT7Bm971cG4cLHJjuMUu91yURTFc+tYxPWS+rtgw8Ye7U5wR//XDxcOJFfBGyofwqlW//hCL2ihXTweRzabRbFYHPi5D8sK+ZeTsYwtpXKFzuSBbdv41Kc+hWw2CwC48sorcdJJJ7Ud22g0kMvlvAlyVNd08ODBgYLXbDa9sRBBrtVms4lkMtkWh2w0Gl3B3nmwsCMXbNvGCy+84P1dVVVIkhQ4/pFOp1GpVAKrOQ3HDhqnoZ3QoxbbHeKr+FDqn2EfvQ4kUWxlZZzBvxayXizbBg/g08VX4nQ75f17MpkEz/MTaWJ8Ur4PP9X+FkfEX8KBDR6CN3KBxi2cbJ6FS2vvRtY5ZazXourbWq3Ws9wgSLo5kUh4E/OD0uv3ePDgQezZswdvfOMbh76uYRgoFou44447UKlUYNs23v3udw8MGAcdPEaQiNGtLIoicrnc3KfULaS4UG2Lf21IKpVCrVYLFP+gCzFoVW2vqeujkkql0Gg0AkXtv6H+AndEn4IsiODAjdRbBLQExoaDf1k9Fe+unwXgWMe1rutMN9Ug8vwh3K99C1VhFZIqwdIdnGCdjpc33jzWoKhOyJWzLKvtYcJSx5LL5ZgHnXf2gd1777245557EIvFkMlk8I53vKNnrIh1CwWN5Qx6XDwe9+YfEyeccMJERlWMw0KKi+M4yOfzbVbD0tISlpeXA/0cVmuH9QkiiqK3iiIofxbbi+/FfgXHHN0Ns2FjJ07HB82XoVKueOtIWGs9gsA6QzcI8Xgcoih6rg1LgRx9JiznSgPB6Lp79tlnkUwmkUwm8a1vfQsvfvGL+6aYWS3mTitkFKi1xO8CJhKJtuDyPFjIgG7nFH8aqhSUcQLALBXAwyb7D+LDykX4YPkcxBwRJgYLjAkbEVfAVdVfw3tXzwCH1pM+nU6PNWVt0aBYUSaTYR5NSdsGWEYcdKaXTzrpJC/Qu2HDhoEPu0kFaEfBNM2uTNMirH5dSHHpvIBUVWWuyg2aRpZlmTkADIApbR2NRmEYBi6ob8DNxUvxW/VtONHWILocdFiocSZ0mBBcYIOt4srGFnypcCkuO5odoh4VwzAWJlMwKXRdhyAIzGtjgFaBm6qqfdPLlUoFf/zHf9zz3/zZn69//es4dOgQHMfBY4891hXM9dNsNplaH1gn5RmGAVmW2/4+bxYuW0RPCz+KogQeZUkiERTWmhjWCmCe5xGJRLynoOaKeHtjG97e2IYGZ+FZoYIaZyHqijjVjiHitj+hKPC4urrqrZuY9AYBWppGQ7ZoG2MikYDrut6snUkvPaMYS6lU8uIRrMvJisUiEolEz+P/7u/+ru+50wREVVVx+eWX4/bbbwcA7NixA2eeeebA16TK2yBWcC8rZBR0XYeqqm3XvH+E6jxYOHEB2lVXEIRjzXEBYHWJWKwduvk691aPQiwW6yucmiviTKt/+pLjOM8Vsixr5MVrw+B5HqqqQlEULyVP4mFZFlzX9da5ktBEo9E2623Q4HPOrUBr/g1k+2HAbQAQ4PBp1OW3wBJeChxdGdvpCpGgsbw3KsjsfOg8+eST3tDtftRqNaRSKWzcuBF/8Ad/MPJrNhoNxOPxwC42WSFBHo6Uyu/8mqIoc4u7LJy4cBzXVuPAGm9h2QgwjrXD0u9E3dbjTMXrzKCNIzCyLCMajUIQBDQajYEBSdp6SfjfvyRJUFUV8Xi8fa2J6yLa/J9QzB+DQw3gjj2hBfsFJBufgM2fiKr6EaROeFVXjKVarSKVSjHHxCqVSlt62bIs3H333fi93/s9fPWrX+17nG3bcF3Xm6MzKpZlMVX69rJCRsVfJ2OaJlzXnZu4LFzMpfOXx2JJCILAVPw26wDwOEPCo9EobNvu+bq9Fq8NQpZl5HI5RCIRb2FZrVZjjt+YpolKpYLl5WUYhtEKNqdSSDQ/B9XcDY4z2oQFQGu8HidDcPLIWZ9ALf9/esbZaFBUP9ehVqth3759Pa1B6l4mV+H73/8+fv3Xf32kwCtrgLYzFjIKrPGaTpfKNM0wW0T02nzIIi6sAWCWcQ40yzeo20bL2lnOUxRFaJo20DIZRWBoa0AsFkOhUECxWJx43ETXdayursJa/XNE8CB4YdCNxkGSZdimDrX8KcDt/mxc10WxWOxZnl8qlfDlL38ZBw4cwE033dRTYPzdy08++SR+/OMf48Ybb8ShQ4fwV3/1VwPfB8sNT1ZIUCzLClynYhhGm7jQ/J15sVBuUa8mQYq5BEGW5cAWQVCTl2AdXDUo1jKMZDI5Uln7IBdJlmUkk0lUq1Xm/ccj47oQ9bthuoAgcBBFCbZldXRdt+JWtmXBgQveLUA1vgddeXPXj7Msy4tn+H/Pzz//PH7zN38TmzdvRqPRwMGDB3HWWWe1HUvxI0VR8Pu/f2yA+I033ojf+q3fGvg2yKII8kCgsv6gkMUTNBjcmXJnXWMyCRbKcgHaU7ms7g2LULC6RCzWDgWAWawWWs866vvrZcEkEglvDe3UhQWAaD8E3nkOgAvbtmDbNkRJAs/Tk9knLEcHUYGToVr/u+/PrNVqXXNjzzzzTGzevBn79+/HgQMH8KIXvajnsdVqtatJ8gMf+MDQ9zGOFRI09sKSNer1OvMcf7lQ4tI5q4UlmMtxHJMpyCISrNYOa4yG4zgvLhIEv8CkUim4rtu2FnTaqNa98BvJrtuyHgSeB88L3cJyFN5ZBtz+v/9SqdRlFbiuiz179ni1Mb2gBxaL2xE0fgKwiRJrShpA2/umoO48WChxmUQwl+UYgE2UxpkvwxoAZnWlyuUyFEXpWmY+E9xmK2Db/kWYR5+0juN0CQsAcJwDDv0/X396+dgxHN761rfiRS96ER5//PG+x7IGaE3TDGyFsIiS67pMjYeLFNRdGHGZVDCX5RhWC4RqPYK+lm3bgYWM5/nAPrifZDKJRqMB0zTHWmXKgstFgC7xaLlClmmC5zifi3QM23bxp1/+Or70pS/hq1/9as/fUaVS8d7P97//fTzwwAMAukdAdsLq4rBU0Nq2zdREyCJkneIyz6DuQonLpIK5LCX/QY+hp8qsivvGCQDTE7parQZOU08CXXwd0C946zowj2ZG2p6wrovnV2Vc+urX4P3vfz/i8Tj27t3b9bOpOlhRFFx44YV48MEHccMNN8BxHLz4xS8eeF4srgerKNm2HdgSYTm/zowRfW0eLFS2yP9kYhkMBbBZIZIkBbYIZFlmCsiqqhq4a5rjOCiKwlRsR0PC/V3Bk6rkHRVbPBM2fwoE9zB6Bm/hwrJMiIII02qJPAcTyVOuwplyq8SeFoj1olarIZFIoNls4v3vf//I50Xp5SAPFtZh4CQUQa4Z0zQDZyN7BXWpVGLW7tHCWC4A2qwUlkwRazB3Vu4Xz/NwXTewtcMaAAaO7UzqZNYWTEP6V4Dr9A3euq4Lx3UhCCLgurD5E9CUXg0A+OUvf4l6vY7Nmzf3/NmWZXltCEFgbRJksShmdQyALhGhCuNZszDi0ln2zyIukiQxV5UG/fBZi/tYK4BZ16kMaigMIjCUPqfmSEEQEI/HRx5mbSiXQ0hdCdts9gzeAoBtW+A5AHwUJfUTACeiVqvh29/+Nt7+9rcP/PksAVqKR8zCXTFNc2ZB3c5rmcUDmAQLIy6dHwjP80xBz6AfJGswlyUexJLupouL5bMYVsULDBcYSZKQSqWQzWa9m1fXdTiOA8MwvB3aS0tLSCQSPW8Gr7tZfA+W7bfgqadXANcE/L9z1wZcoOluAk66FY5wEizLwm233YYrrrgCmUxm4PtgraBlKbXvFdcYBmtQ13GcwO5M52vNK6C7MDGXzg9AEASm+bUs1s4wC8RygP01EQ8WZRzUeQA80s8BZ0oyzklayMij/fJmWdwXZARErxgMz/NeiX21Wu36jCi75xdLVVW9EZsUfPZ3NxcKBdx+RwX12r/Ef/7Ay6BYPwQHHS5EONwG1OW3wRFORopLQZJquPfee3Hw4EHs3r0bu3fvxkUXXYSXvvSlPd8DWSFBr4FJxTVGgYQiiJVMllWQ99R5zLwsl4UVF1bLJejNKwhC32NKJofbD0bwUFHGqsG3JvPzrWVlKHP4eyOBiODitIiFN29s4OKM0V3OcRTWeJCqqoFHOXAcB1VVA40F9QuMruveQregO5d1XW+b4k/jHpvNJniex+/+7u/illtuQVN+DZrya3r+HAreXnzxxbj44osDvb6iKIFcSNM0mfc8BxUKsiiCXKN0TBCBoGPogcBi/UyChXGLOj88FiuE5ZheIua6wF0vKLj60TR+sKyiYvGQ+ZawABQwc6EJre6YZ2oi/tsv4vjozxMoGL1/iazFfSzvibXfqVwutw2fYh2XWalUUK1WsbS0hFqt5v0cVVVH6nMxTRM8zweON7AEaMcpVgtqvbC4RizH9IojHdcB3U41Z7FcJiFIrgv8j6dj+NNnYtBtDkJPrWh/YnEcIHLAzysS/sNjKTxT674YWIv7WLc9soiLKIreLBeWmbMEx3FeUyHLalRgeBFcL1jjGixuDksgeFbH9Poc5hF3WQhxobWU48KyiLxTxL5yIIofrCh9RIVepz0WSQgcULN4fGxvAivN9o+WJd7CUtzHHZ3ixuJn0xKxcdLU/hgL7R5icTsajcZMi9UW1QqZ1DHHrbgA8ws6+QXpsbKI3UcGC0vnMd3/BlQtHp/9RbxNgKYVbO51DEtFZiwWg67rngCyCEyv0ZS9updHYVK9NaMwKddjkY+Zx+D2hREXv7KyuETjQu6Q644f+OI54BdVEXcdOZbiZHlPLG4Ra2xH07Su9oKgdTD91n+UX3gByZ/8BOq3vw3pgQfwgauvHumcWCyKWbk4i2y59Ho/83h4TzVbdO+992JlZQUXX3wxcrncwO9tj2GwuTcsFb30Og8UZDzfFCBNKKgucMD3XlDxhhPYdwhRRW8QWAZlDUp3j9Iq0FdYbBvRm2+GfP/9kKpVRB0HcF04Gzag8eY3Q7/iioHnRVZI0OzKLCwX1ps+6DGTKtunyvAgP2vPnj04dOgQtm/fji1btgR+zZHkulgs4mMf+xgA4IUXXsAnP/lJfPSjH8W3vvUtAK2nxX/9r/8V1157LX7wgx94x+XzeVxyySV48sknh75G500U9KZi+QX408P/8Lw6ktL2i7f04mBD7BncHRWWCP80amkGWTB9hcV1kbj+eqjf/z74RgOOooBXVUCWwReLiN56K9RvfnPgebG4OIvsrsx7Sdkwbr75Zlx77bX4m7/5GwCt3dhveMMbsG/fPqafN/TTqVaruOmmm7wL56677sLb3vY2XH/99XjkkUdQLpdx1113YcuWLbjuuuvw0EMPeZmKzZs34yc/+Unfwqd+sCr1OIL0fFPoW6PS45VG+i7HBX5SkGfq5rEK0jBXqpfADHKFpAcfhPTgg8BRF8XtrLXgeUT+9m/BDSj0Y3FxZhU/WW/cf//9cBwH1113HQqFAg4fPoyzzz4b3/3ud3HBBRcw/cyhnyjP8/jgBz/opQXj8TgOHTrk7cqJRCJ4/PHHceGFFwIAzjjjDOzfvx8AcM4552Dnzp1MUf9ZWC5E0eRQMke9uEZ/HZEDflFj8zxZBInFnQxCp8AMWrGqfec7gM/qcHqY5Fy12vq+PrC4BPNcpbHIDLsuHn/8cU9EduzYgb1792Lr1q144xvfiFQqxfSaQ++oSCTS1hB27rnn4oknnsD3vvc9nH322d4Ee+r9iEQiTMvBOmMus4BuxqrFw5zCPclxQNPmpn7Tj0PQcyuXy14T46DdzXw+3zV9Tui0DmQZwtNP930tWr4WFJZRlOv9mGGfo/8e1jSN6R7uJPBj9Zvf/CY+8pGPgOM43HrrrXj00Ue9BU6RSIR5mE4qlfJEheM48DwfyN+mY4YFjjsRBAGZjAhZEiGObBlzkOXRzk3TBKTTrVRs0HNb1GPIVUmlUn2D6IKmgeu4wF0Akv9rrgshGoUy4LVd1w38fgCEx3QcM8xV9C9ho8bUcQksLoVCAaurq0gkEvjlL3+J888/H1u2bMHevXvxqle9Cs888wxe97rXBT6RUqnkBSJFUUQsFhtpfQbBcgytB+WqBfB2BoY13GLiOA6iKMA0hwdNXReQrCby+TpSqVSgPcc8zwc+BmhdUP7BUKOwtLQ00jEUYykUCojH497F2CuLFDvxRCi//CVw9KLmOA6CKMLyx3ZME5WXvQxGn9fmOA6ZTCbwcC2Wz2C9HxONRgeWFNA9fMYZZ+DAgQM46aSTAr1eLwJHsf7Nv/k32LVrF9773vcim81ix44duPTSS/GNb3wDf/Znf4ZDhw5h27ZtY59YUMbxtTUBI3c2jxrMBYCmA5yTYFupyRpkZPkMRmls6xW8HZRFqv/2bwO+8+c60+quCyeXgzGgMZG1eXWei8AWlWG/35e//OX48Y9/jNtuu40pCdOLkS2XXbt2AQBe+tKXdr3w0tISrr32Wuzduxdve9vbxr4pZhWf8N/0myMWnteF1rCioYx2A0dFF69IGzMNMtJrBR3BOGhs58ACuT51MM7JJ6P2znci8vWvgzv6M1y66R0Hrqqi/OEPe5ZNL1iGf82qJ22R42gsRCIRfPzjH8ejjz6KN73pTUybETqZWBFdJpPxMkaTYBZZAr918PaTG7i/IGOYcLhujy0Zfb7v9JiFjDzbC5CqWoNU6TYaDW/ZWieDhIXoJzD6b/4m7M2bEfnrv4b03HMwGw04mgbrrLNQe9e74AwxvWe1J3xWFtI8BYl6zgYRi8Umeg8vzDwX/xufVVGTn1MjNs6KW3i8LA3tLRoFjgd+59TRhjX1g95TkIuYCs+C3JQkSJ2vNYqwEP0ExjzvPBgXXgjHtlFdXoYbjXq1L8OQJGnkgVfErEZ1zHMkCAvH9TwXfzR7XrUKHz69gqg4/MkyzHoxXeBfZHWcGT92IbEUd81qVivQmsHiX+4eRFiIfoV2sVgMNcuCm0yOLCwA2yjRWblSszxmEiLGMopiXBZCXCiNPA/8QpaSXFzzogp4bpjAuOjnPlkucGbUwr/b3P7EnaW4sEyMbzabcF0XqqoyCQvRKTDJZBKVSoUpDsLSyTsrV2qWx0xCxI5rcZnEm59Ed+urMiY+uLUKiXfh9NGYliB1f91ygR1xE5/aXuqqmbEsa2ZCwXpcqVRCLBZDLpdjEhaCBCabzQLATFfeArPZ5DCvYWasxxy34gKgq4dkni3tF2QM3PhrRZwes2C53Y2KLbfomLoYDqDyDn7n1Bo+dVYZSo9PlXXOCMsgaNY9yMSkunDHiRewDCZnXS3DYh3QWt4gzNP9modnsDAB3V6Ts1inngeh3zE5xcFnt5fw84qIbzwXwYG6gLLJoW7zEBwXosBB413kZAevSht488bGwHgNy2wSOi7ok9UwDG/Nx6gXpt8VMk0TyWQSqqqiXC4HsgREUUQymYRhGFheXmba7KiqKvM2y6CCxLrZk8VtY7VCgn4WnZsz5tVrtTDi0mu4jX+C+SiwWi79bnqOA7YnLOxKlOG6wIrB43mdh+nyODWXQMLI97RSBhE0HUntFEHN9lqthmg0OtJsl14xlkKhAE3TkMvloOs66vX6wBtDlmVEIhEIgtBWbc2yOjYajaJQKIz0vX4URQm8T5t1lChLSnlS8ZOgx9BcoFmLzMKKC6sVEtQ6ME1zpEHQHAcsKQ6WlNYvbSnNIcDmDu+1go6hbDabiMVigQdANRoN5HK5oaIwKHjbaDS8QdnJZNJ78lpHF8cnk0kvhW2aJur1es/3FkRgNE2DZVlM8QzHcZjiLUHHgrJO+wOCx4MmEXOZR7wFWCBxAdqfCLZtB06pWpYVuGmSNa5Bs0aCmMa0VyfIxey6rneOQc3wcrmMZDLZtz9p1KwQiQzQulAFQfD2A9GS81HOZZjA0PbGoH00QEuUWALHLNYO6yYHlngQi7XRy3KZBwsT0O0cyMzi4oyzCW8W+4INw2AaIVCv15lWdBiG4c3c6YQ13WzbNgyj1dJgmmbgcQ1A/5m8tIiNxeXQNC1wdmkca2cWs41Z40GdgiQIwvFdRAe0m2+sO2iA4GrPsvuX5Rj/ytEgNJtNyLLMdIFUKhUvFkKMU8cyLv0ERtM0OI7DdD5kDQYVCdZVuSxZKZbYDms8qFem6LgXF7/VMctNeKxWCEslLOu8G1brxXVdlEolpNNpr79kXsJCdAqMKIqIRqOBMkp+YrFYYNcGYBMXlhgIMDtrp9cxLNfpJFgYceF5vutDYHFzZlnVymJdsYpLrVaDpmlMTyDTNFGtVpHJZOYuLAQJSTKZRDqdRqFQYHKHFEWBbdtMNScs+7tZrR2ArbhvEsFmlmt7EiyMuADdCjur3hrWoC6LUJCPz/J6tKCdhWaz6Qkhy9K0aVCv1700O+teHVobGxRN0wItrCdYxIU1mMvaW+UXl3m5RMCCiUunFcAS12AtVmOxklgWnwMtkWCpoK3X61AUJbC7SK5QqVRCrVZDJpOZ+7R7SZK8hfeO4zCtjtU0DYZhMAkTSwCY3MqgN3zQDCHAHsztFDJJkuY25mGhxMV13TYxYXVXWGC1QoDgAeRmswlFUZgDtP7u5WF0xlgajQaq1Sqy2SyTME6CeDyORCKBfD4Py7KYV8ey1P8ArZs9aKYLYHeJWI5jDeb2+jmh5XIUv5jMcl8w3fBBYbVe6vX6SMV7vV7PcZwRC/96B2+bzSZWVlagqirS6fTMrBhJkpDL5eA4DlZXV9uezEEFhrqtWZ7K0Wg08JwYgE0kWK2dSQZzQ3FB/6Bu0KApSz0J/fKD3miNRoPZxWHJ/gCtGzEWiw0812FZIdd1USwWUa/Xkc1mJzLWsB88z3sFdIVCoe+NParAkJizppGB4IvZqXN/0tss+yHLMlMwt/OYeQVzgQUTF6B3UDdogJYqYYPCYr3Ytg3XdZl2ANN4yaD408u9CJJuJiuG53ksLS0NFa0gSJKEZDKJTCYD0zS7rJVeDBMYQRAQj8eZ9+rE43GmlDfrCAjWZkoAazqYCyyguHTepCwuDpnKQW+SWdegUGCX5QIwDAO6rnfFX1jqWFzXRbVaxfLyMmzbRjqdRiaTQTQaDWRW8zwPVVURj8eRy+UQjUbRaDSwsrIS6MbsJzAcx42VtpZlGY7jMGVuWLNLLJkiRVGYSgUWKZgLLFhvEXAsqEsKbBgG4vF44J9DQhHkgmBtH9B1HfF4PHC3rOu6XnqZJTBZq9WQTCa9GMIkCuSoj0gQBMiy7IkFz/OwLMuzPLydT0fdBSouM03Tq6sZ58Lu1YuUTqdRrVaZxAGA55YFRZblkXuo/LCKhKqqga8H6nz2I0nSXC2XhRMXoD1S7rou0+AhXdeRSCQCP21IlIKastQ9HPT16vU6crkcarUa02ClUqmETCYD13URiUQmViBn23ZbwyIArwMaaN04uq57jZXT2BXkFxie5z1rjYVx0tajjq7o9ZqzsnZ6XbM0snReLJxbxPN8VyaExV1h7U1ineI2zvS3crnMvOwbAIrFIhKJBJrN5lQrby3LgmEYXh+PYRgwTXOqS8jK5TIURYEoikwl/sCxbmsWgRAEwbPagtDazCkGDsqyWjsk9v7Xn2cwF1hAcQG6zTnWWAhL1si2baaZvo7jwDAMpvTyoO7lYdDK00KhAEmSppr1mQepVAqNRsObrsfCON3W41QAzyoADHT3PCmKMvelbQspLjSFnrBtmynyPU6AluUmrVQqzOX5vbqXh9EZY8nn85BlmfkmXCR4nkc2m4VhGKhWq0yFdkDrJnddl8kakCTJc8eCwppdYklB96oA1jRt7lXYCykuvVwjljQxa+dyo9FgEqVx08s03GkU+gVvi8UiHMdBJpOZq789DpIkee/NH7MIKjDkDs06bU0B4FkUzgG9rR2WUoxJs5DiAnR/OLOsXQGOBWiDMm562TTNodmxYVmharWKWq2GXC63EBdZEGKxmDc9r9/ITGA0gUmn0yiVSjNPW7NWAE/K2pnXiIVOFlZcXNdt+5BYNwmy1qCMMz9lnO7lSqUCURT7Ctuo6eZms4nV1VVEIhGkUqmFt2JEUUQulwMArKysDMzqjCIw/lgNC4lEginWwvO8N1M4CBzHQZblwO5bL2tn3lkiYmHFheO4rhuMpaDOsiymjY6O48A0TeaxlIqiME/SKxaLiEajXe81aB2L4zgoFArQdd0rals0eJ5HMplEMplEsVgcOSM0SGCi0Shc12VKAwPjpa1jsRiT1TLJADDr3J9Js9Di0hn3mHWAtlqtMhXwAa36E9b0suu6KBQKSKVSniiOUyCn6zpWVlbAcRyWlpaY3L1Jw3Ec4vE4MpmMZ2WxDCAH2gVGURSoqsocZxk3bS3LMvOGSRYx7Exdi6K4EMICLLC4AMdqBQjWDmTW+AkNo2Y5lipVWVPDtm2jWCwik8lAEISxK2+pxH91dRWiKE68j2hUaGlaNpuFbdtYWVlhLowD2gVGlmXE4/G+2w5GIZVKMcdpWAPAkiQxFSLS1kf/uS5SjG3hxcUvJlS4xfIB6rrOJBLVapU5flIulwOnl/2YpolKpYKlpSVUq9WJFMg5joNKpYKVlRUvq5ROp6eauhRF0dtBHY/HPUuK1W3ppFwuQxAEpNNp5PN55voOTdO8B0pQqHqZ5dhxAsCdn2EkEpl7CppYjLPoA8dxXXEC1ilutIEwKI7jMI9VAMZzj8h1oPqZSV40FJNYWVlBpVLxbs5sNot4PA5VVZlFkQLSyWQSS0tLiMfjsG0b+XwehUJh4lXEFN/SdZ35QUDuEOuQ8HECwCyVvEBvl2heC9B6sZC9RX44jmv7EGm+S9BeI0orshQpUVq30WgEfiqapgnDMAI/nTpjLIZhIJvNolAoMDfu9cOyLFSrVVSrVfA8D0mSIEkSNE2DKIreShS/6c7zvNesyfO89ztxXReWZcE0TTQaDebYx6homoZoNIp8Pu+Nywy6mxoYzx2SZdnb4xQUVqul1xK4aDS6MPEWAODcedcID4GqK/1+NJl+QXtNyN9fXV0NfB6sr0lks9mRXZt+wVuyLqrV6lhxChYoxUpPRrqB/cIz60spkUhAEAQUi8W216YA76gCk0gk4DjOWL/bYrHItIEgk8kwbZjs9ZonnnjiwrhEwIK7RcAxy8X/obEGaGlkAGt6eRxXoVAoeDfDIAZlhWzb9mpXWM1/Vsjyo+ZIEn3qi5qlsFA/FaXaO187SKGdpmkQBIFZWCKRCPP2AtZ9S6IoeoJOLEIGsJOFFxcA3jgB/99ZM0eVSmUu6WW6EWg5WS9GSTe7rot8Pg+e52c6/3ZRoNaAer0+8MYcRWAkSUI0GkWxWGQ6F0EQvDEXLMeypq171dLMI/M3jIWPuQDHgm3+i6lWqyGVSgX+5VA2gKX7dJT4SbXI4cBeEcuHBMDhkMg62LzdRPoEx4ttUFbDT9A6FhpFQMfM2k2aB/F4HLIso1AojGQp9Bo4RfA8j1QqNVZ2KZVKzbzbulcAWJKkhQrkEmtCXAi/IFBwkaXZi1ZrsNyQlUoFuVwOzWbTC6xWixz+919H8OT/lVApCNDrHETRPXqegCgD0YSLTS828NrfbmDrWQaSyaQX7GQtkKP5t8lkEqqqolwuT3W2yrygWbyNRiNwvKyXwJBbVSqVmJexkTvEmrYWBIEpa9Yr/RyLxRYqkEssfEDXj2maWF5e9v4uyzKi0SjT6MJYLAbHcZhqLSRJQiKRwJEjq7jrzyP46f9SYeochCFSTff9tvMMvPfjPLSYi0qlMpEVqzSOslarTax+ZBC5XI4pEBkEslglSWIKmPoh96hSqSCTyaBWqzFbexRYX11dZbJaMpkMKpUKU/9RLpdruwd4nscJJ5ywkOKyWE7aEARBaOu3MQyDeeIW1b2w7l5eed7Al/5TDv/8Dxoca7iwAADPt/48+X9l7Pq3PPY/KmDDhg0TGU1JhWk0xX8RA3yj4m8NMAxjpK0BwyCrZWlpaSxhAcZzh8ZNW3c+OKiPahFZU+JCF52fcrnMFKClIjKWwrpKgcPn/r2I/PMiJDm4OAkioNd4fPm/KPjZ/dbEWuT9Jf60gGxeWxVZoKLJXC43kdaAzp8tSZJX68RKLBZjdoeA8WItmqa1xfro81q0QC6xmGfVB2pL91sqNJSH5YKp1WpQVTXQxH/bBr76sSQqBR62fXRbQFB94QBZltDUbdz8UReVAj/R6XGO46BcLqNQKECWZSwtLS1cgZUf2iTgH7kwSdeOYiy1Ws0LpLN83oqiQFEU5ireaDTqpe6D0ittPetyhKCsKXEBWhdK57S2SqXCfHMWi8VA6eW7b4/gyEEBPA/gaDWqKAZwyzgcfYLagOvAqHP4n9e6cBx3YJqaBdu2US6XvdhINptFKpVaiOY2nucRiUSQzWaRTCZhGAaWl5dRq9UmauaLougVMJIVxDIyUxRFb781C4IgQNO0sdLW/pEMPM8vtNUCrFFxEUWx7QahfTksLoBlWSP3pNRKHB64W4Xf0HEdF45jQ5RGsH58wuJSGb0AHPi5hPu/34Su68hmsxNPK9IAq5WVFdRqNciyjFwuh3Q6PdNGN2pgzGaznpAWi0Xk8/mppNIVRUEqlUKxWOyKaQURGI7jkEqlmJexAcfaC1jo5UpR68Uis6ZS0QQNGDpy5Ij3NcoCsFyk1WoVuVwOuq4PNFl/+A0NRoNDp6Hi2A44jgcvCHD6BR57CAshisCP/1bD2a8qwbIsL03K6tcPgkZBULOifxk9rQ6h7xnHgqDgO/2hPcu6ro9VWzIqsVgMsiwPzOgMqoPxk06nUalUmHu6yB1iCeL2SluTFRSKy5SgABeZio7joNlsMg/dIfdoUHp17/+Vu4SFsC0L4tH1mZ3iMUhYAIDjgOd+KaBS4BBPt3Yqp9NpNBqNqaaVbdtGrVbzgoSiKEKSJC+tTRevf/GZf0kd1VfQKhb/hgaa5GcYBvPCN1ZSqRQcxxnJhRkmMIlEAoZhMGfzSAhY0/a9ZsTQpstFZ02LSyKRaPNDyQJh6V72u0e9ysrrFQ7l/GD3wbLMoyLiwnWOvv4QYSGaNR7PPCHh1y4y4DgOVldXkUwmvSHTs7g5LcuCZVld4xY7xYPW1lJPUaf4zAsqtqvX64FEuZ/AUEyDNYALjOcOUZLCb/FQSGAtiMuai7n44Tiuq+eoXq8zR9Gr1Wrf7NGz+0Q060M+LhcwzVYGieO5kYUFACTFxb4H2zNepVIJ9Xod2Wx2rnUrJCT0BKc1rrque82L8+iK9kPiUCgUmKy9zhhMJBKBLMvMfUfAeO4Q0DvWkkwm14SwAGtcXMh68X/YFLBkXWVJ7lHnL3D1sACeG+HmcV1PYEYVFqBVXFevdF80VOIvy/Jx2ag4DKrnsSxr7GI7EphMJgNVVZkqv/3nxZodAloxo860NV3XobjMkE5LpVQqjbxcrBN/c6Ef10WAehafCAV4mvf7Vtd126yY9baylQV6sIxjrfSiVVoQfBF857lRUyQLoihCVdWeVstaerisnTPtAwUW/a4MxQ1YRyvout61mziZteHYI6iLzxUyTQuidNRFGoLrAkpksBCRFSMIwpqrvp0UHMd56WzTNCfSGkBEo1EoiuJlIVlqp6hgjzZfskBrVjrPbRE7nwex5sWFyGQybX8f1z2qVqtepB8ATnuxDVkbYoV0xlh8LtIwgTGbwNZfG+6bu26r2ZH2Qq/FrYqsRCIR5HI5OI6D5eVlpj0//aDUNblCrLupU6kUarUac5wlFou1ddwDrYxTPB5fU1YLsE7Ehea4dloqxWKR2T2i42k5WSLjIJoY8CTqF7w92qQmCCJ4of/HLcoutr5k9AvSX+KvaRqy2ey6FBkK2i8tLYHn+am0BtB+qM4YS1CBicVisG2bWfTIHerMVq7Vvd9rNhXdCZVDNxoNT/XpF83aLEbLyTKZDFZXV7F5u4mf/bMCvtM6HZYVcgHLNFsuEsfD7uHPL51qI3NCcDOa9huJoohoNIp4PI56vc6Ujl8kBEHw3JRGo4GVlZWJvx+aYVur1foKwqiFdqqqQn7+CPTvfA+J/QfAr+TBGa2HhStLcHIZWC86Dc1/cSHsU0/q+TOomtgPuUNrUVzW1DyXYVC9hb9yF2j11JTLZWZTVZZlJBIJ7HusgC9ek0Lb7zlAuhkA+KP1IpZlenFf0wD+1ftquPCK8Uvg6UmvaRosy0K9Xp9Kpe805rnQvGQKWNfr9alN2JMkyatBGeXz6Tv023URuef/IH73PbCe3H90OlifZ7ZlATwPa9Mp0P/lb6D52l8HXUyUlPBbLYIgeBbbWmRdiQvQchdqtVqbpULDfca5GTRNg6ZpuPEPTDx+39FK3YDCQnA8D1EUYJlWq2HxBBv/4YbiSDNhgiDLMiKRCCRJ8mpUaLj2uExKXHieh6qqUFUVPM+j2WyiXq9PLEjbC1pHMuq4TKJTYPgjK0j88c1Qf/krWHAR6FM1TVhbN6HykavBn7KxZ3X40tLSQq1nDcq6ExegJTArKyttQbFJFEVFIhHAUfFf3u6iXuEhy8GFxYPjIEkibMfG+z6dx0lbpnczAfDK+hVFgeM4XkaMNeXKKi40V0WWZaiq6hXj6bo+VUGh104kEuB5vmsdyaiQwOh/dxfiX/kLSI4Li7WA0HHgKgqED74PhQtf1va7IBd3rVotwDoVl37u0bj7aYDWL/25pxV86SMyGvXW2ATm8wTwlqscvOZfc2OlLoMiCAIURYEsy14Kn5oVTdMcaVXIKOJCw6T9DYzUc2SaplfpOwtkWUYymUS1Wh07y5T6pweg3Pzn4DiO/eFyFEmSYNk2qr/7r6HvfA2AVmA3l8utaWEB1qm4APDm43b6yBTAY21E4zgOS0tLeOoxBzd+2EGjyiFo+YHrAhzv4vW/W8eFV+jehT+r+bed0BgLSt37A4i9ti0C7YOiKVvnX5oGHNt15BetWUPTC0VRnIiAiw8/juSnb4AsSnBcB5bJ/p4EUQTgwrZsuAAqf3gNzPPPWfPuELFuxQVoXdylUqntSUWT9ovFYuCL3T+lXxRFGHUZN19r4+nHJAgCMMq1YBoclk618Fv/qdLmCpHJThsEF2WKf+e6VsKfPeknQPOGAvFBGxn70jSQueajkKt1WLbtfR69sn/DaAX2uWPi5LpwknHgW7dAWaBl8uOwblLRvaC5L/T0BFo3AvUPBZne3rn+ozXewcVHblJx/w/K+OE3NDy3X0S9ykOWXS9d7bqAoXOQVRdLp1p4xWU6Xn55s8vaoRJ/WZaRzWbnZsV0Qi5mZzwkFost7K4kv1AHDdoOIv4/vwa5WGkFb10XtuNAEEUIohhIYDieh8Dz7dlLjoO483UQRGldCAuwzi0XwnEcHDlypO2pqiiKt8B8GIP2CmmahkgkgkKhgFrZxYGfi9j7oIxqkW+V9Gsutp1n4EU7LKRyoz3VqcRdUZS57IUehVmsFgkKDazWNG0isRU/imEi/b6PwKrVux5IwtG41SgCw3EcRNq15fs5/AXnQ7zuD8Fp66el47gQFxoZ4N/3AhxbgTmoOGqUhWUUMykWi8y1NL2gqmNRFFGpVKZSr8LKoolLJBLxVm/024Y51s++/W/gfO2bQJ9xpiMJzNEMYWcQmNt0CqSvfgFcZO2ug+nF+rC/hkDDjjo7navVqjcout9xoywsMwwD+Xze23w4KShmVCwWEYlEkMlkAm0qOB5QVdXLrNCM4EmSSCQgyzLMH/1zX2EBjomKMOD3I4oibNtpzy7FoxD/+3WAuv5aN44LcQFaVgC5Qn6KxSJUVe0axhR0xapt21hdXYWmaczd2IN+drFY9ErR0+n0xHYdrVU0TUMul4Msy8jn86hWqxNNa1N3s+M4KL5wBPwI7vMggRElEa7rtM9YFniIn/sYuFQC3DqJs/hZf+9oAORmdDb4FQoFRCIRz+pg3d1MvUgAJr4mBGiNksjn86hUKt7NFYlE1nzKclSoO3hpaQmCICCfz09lPzatI6nVaqhWqxCfOQiuMlpwvZfAiKII1wVsqz2wLPzHfwdu2xZw6/RBcdzZ2DzPe60AlIp2XRf5fN4b2xCLxcZasUo3fzabnWi2grAsC6VSyXPpcrkcDMNAvV6faMxnUVBV1RPRer3eFTubJIqiIB6Pt5UqCE8/G+hn2JblZZGAVrFkZyyGf9Prwb/hN8CvsziLn+NOXID2hd5045PVsWHDBlSr1bF3N1N3djqdnlydRQdUbVytViHLMmKxmLeGgmbbrkWogVFVVUiShGaziXK5PNUiPH9rQGeJAmcYoxUx+bAtC5LcmiVkGu2Cz1/2aoi//951lRnqxXErLsCxjIdt220TxKLRqLcNYBxM08TKygoSiYRXuDet/hnDMGAYhrfyVtM0JJNJr8x+Ug2L06JXA+M4Q5eCoCgKEolE3/S1K8uBxpUCLVfIOboBwl8Hw/+LiyD+wTXrXliA41RcgGOVpyQwtPiKnvo0oGcStRLlchmSJE3ViiFc1/XeA3CsYTEWi8F13balZ9NuFBwE9RxRywE1MJZKpZmdV6e10i92Y7/o1EA/txW8bY+/CKII95UvhfhfPgjuOBlPelzUuQyC9u70ahPIZDITX0yWSCQgSdJUrZh+8DzvNRDKsgxBELxVuNT74zjOSAHSUetcqHXA37sEoK3naNztjiwMs1baaBrIvOs/ghuhj6glLG5X8Fa8+JXgP/H/HxcWC3HciwtwrDeGXCQ/6XQalmUxr4joxcR7XsbALziiKHoNiAT1Czm2DRx2we1xIDwNyJBhSAbsczg4Z3Hg0sf6j3od7xeTeV5yfmslyLK51NUfhfDCgEAyx0ESRa/Hyg9/yasg7vrwcWOxEKG4HGWQwMTjcUiSNNYi8k7WQok/AEhHBETuECA+xoErcuBMABIgiDxs0wEMAFHAXnJhXOyg8SYbtro4zYvEuK0BkT//BrS//R7QY+A7lfTbRy0/P/xrfx3if/4Px5XFQoTi4oNcpM5BUwC8uMWkU8sLW+LfAOI3CJAf4AEHQEejpSTLMDvP1QScONB4iw39N50Ae56myyRaA7hKFen3/QG4jgAzL7QsNsvsnoHDv+E3IH74/celsAChuHRBApPP57tudFEUvd3NkxYBQRC87ZHTTrsOQ3ycQ/y/ieBXAfTZzNJTXAgbsE53Uf6YBXeyxcqBoAdCs9mcSAVv7PNfhnLP//HaAARRAMfxrd9Vp7C8620Q/+2/Pm6FBQjFpS+0uqMzJkJFeLquT7yPBWhld+LxOBzHQaVSmXnQV3qIQ/xzYsv9GWB5DBQXALABZwko/rEJl327CxMU0zJNE5VKZXIVvHoT6as/Cr5Uhng0w9XVqCjLrfjKK85b1wVyo3DciMuTTz6Jp556Cqeccgpe8pKXjHQMzZrtNXeX9iGVSqVJnqaHLMueyNRqtZm4S8IBIPmHEjgDQ12aoeICADZgn+Si+N+tmRQ90OBtCsBPQ5iVh59A6nM3wbE7+oQAYCkL6YufAjZuAN8RvK1Wq3j66aexefPmQIvW9uzZg0OHDmH79u3YsmXLJN7CzFhTdS71eh1f/OIXYds2VFXF1Vdf3fb3D37wg+A4Dtdccw1OOOEEAMB73vMenHbaadi3bx927tyJO++8c2RxocKuXC6HfD7f9gQslUqIRqNTK44zDAOrq6uQJAnRaBSJRAK1Wm16c2dtIP7H4kjCMjICIPyKQ/TLAmrvn44FRi0QmqZB1/Wu39MkUVUV8dddiuoLy1C+8hdtHxN39pmQ/tsuIKKB62hcLBQK+JM/+RO87GUvw2233YaPf/zjcBwHn//85/HJT34SAJDP5/FHf/RHOPHEEwEAH/rQh5BIJHDw4EHs3LkTu3fvXnPisqYsl7vvvhsbN27EOeecg6985Ss4+eSTccopp3h/P++885DJZHDffffhne98Z9uxzz//PO6//3684hWvwMaNGwO9LmWSVldXu2IhkiQhmUyi0WhMxU0i/DeRYRio1WoTjctEbhegfZsf+XEzkuVCcEDxsxbsLZO71Gi/Ec/z3hK4acFxHJLJJDiO89LX8v/6J8Ru/StwTRP8Fa+F+J+u6htfefTRR6GqKs444wzcfvvtOP300/HDH/4Q5XIZn/3sZwEA999/P0qlEi677LK2Y/fv34/HH38cl1xyCVKp1NTe4zRYU5bL5Zdf7v13uVzGpZdeijPOOMP7eyKRwFNPPYWf/vSn2LdvH5aWlnD11VdDEASceOKJeNOb3sT0uv5q3mKx2JY2phL/eDw+1RJ/fx8RNdcJgoBGozH+Wg4LUH7ETe9qcFriVdk1nhjSOhJFUdBsNlGpVKYe+FZV1dvY6f+9G6+7BMVfOwvZ51cgvvqCgYHbc845BwDwxBNPYP/+/XjrW9+Kc889F5/73Oe873nqqaewZ88e3HPPPdi2bRve9a53AQC2bt2KrVu3TufNTZk1JS7Ek08+iVqt5gmL/+88z2PXrl1Ip9O45ZZbsGfPHpx//vljvybHcd5e4c6la0CrE5pK/KdtxVB5P82oSSQSEEURzWbT20cUBOVHHPhVrm9maGw4QNrHgasgUPaos4HRMAzouj5wcuCk8FsrvVoDOI5D+uwXQzhXGmkWi+u6uO+++7xCw86hYueeey6uvPJKaJqGz3zmMzhw4AA2bdo00fc0a9bcPJdqtYpbb70VV111Vc+/b9q0yZs4d/LJJ+Pw4cMTfX3aSZ3L5drWaADHrBie55HNZrv+fdI4joNGo4FCoYDl5WU0m01omoalpSWkUimoqjrSrBflHmHqjxmuCsj3DL/cBEHwpu5ls1lIkoRarYbl5WWUSqWxu9VHQVEU5HI56LqOQqHQJSyKouCEE06ALMsjD9PmOA7vfe97ccYZZ+Chhx7q+vczzzzTG1g2jet2HqwpcbEsC1/4whfwjne8A0tLS11/B4Abb7wRzzzzDBzHwQMPPDAV9aeS+aWlpa7JdkDLiimXy0in0z3/fVo0m02USiUsLy+jVqtBkiRkMhlPbKLRKGRZ7hIcfhnTL3iTAelnHa979Akej8e98/Rn4VZWVlCpVGY2o4Ys00gkgtXV1a6qafr3dDoNnudHHtL1ne98B/fccw+AVlKi11jV66+/HoVCAc1mE4888ghOO+208d/QnFlTAd3du3fjjjvu8ATj7LPPxp133un9/bLLLsMpp5yCG264Aa7r4vzzz8fb3/72qZ4T9c30q9ylyXfjDJ+aBJ2bD3m+Vfxllg2ob7MBq1U8OOpogZEDuhzX0i2Og7OZg3mz5C1e8zdNGoYx151HsVgMmqZ1xVYIRVG86YJBJ/9Vq1V84QtfgGVZOPXUU/F7v/d74DgOu3btwq5duwAAP/vZz3DLLbdAFEW89rWvxetf//pJvK25sqbEZVGhqt5KpdIz1rKoJf6iKEIuiYi+B+A5riUEvhuHLg3vEqG/A544eN999DjOJyZ0jHv0ZzgbgcqXWutcF2V52rDWAIq90JyZkNFZkwHdRYOeZvF4HJqmdVkxNMVfFEXE43HEYrG5l/gDLTfTaVpQbQk9b/WjQsEdFZ5eeE8m95jl4x79eye26aLZnO97JvytASsrKz1rh8axVkJCcZko/lhMLyuG3CeqjbFtey4l/n4cDa2mxF6n4LM6OhEEobtCdQjuAmzPoMpnGnbey4IKrZXJEIrLhPFbMbFYDKVSqcuHN00Tq6ur3pPRMAxUq9X5uAoa4KRdCCtTfjK7rbEM84J6tmidby9Bp7EMsVgstFYmQCguU4KeeKlUCrZt9+ykpnoVVVWRyWRgWdbM5sb6cZYAYdoZIwMwd8xeXFRVRTQa9RpB+322kUjE6/kJrZXJEIrLlKHJbJlMBqZpolQqdcVadF2HruuQJMlbMTvtknY/zVfbkB4RgSmuz3FjgHHpbCyzzn6jQVXTqqp6xXKhqEyWMFs0QyirZBjGwEHUVKinqiqazSbq9fp0g78WkH6fCL48uukSqLfIBYxzXFQ+Pt1gLvUbCYLgiXO/y1tRFCSTya6xnCGTIxSXOUAfeaPRGLoxsHMhWLPZnEpsJvI1AdrfrJ3GRUIURW8d7yiL4SiYTvOCQ6ZHKC5zhD56asIbdFOQqU+raKmPaGIWjQOkfl+EcJgbKfYysriYgP4GB7V/P7mMmL+BkfZLDRtFoWmatzQuDNbOhlBcFgByl2zbHml4NDUsqqo6VsNiJ8KzQPIj0tApdECAYVEnuyh+cbxhUf0aGIdVPJMgx2Ix7+8hsyMUlwWDXB5aOzKKZUI3nizLXim9YRhMVo20h0P8sxMac7nh6JjL0QevAWiJCbUpUPMlWSejfh7RaBSKosB13VBU5kQoLgsK/Vosy/JWj4zyqxJFEYqieHuIALT174xyc4pPHB3QvQL2Ad3bjg7ojg1+Lb+Q0B/HcbxzHjXGJAiCN+aS3J7Q9ZkvobisARzHAcdxME3TC+qOWtXbefP6BceyLG9pGf2/dznoQOxGAcr9fKt6d5TVIgbgJoH6W2zobz62WoTjOG+OiSAI3gbGTiGhcxoVsmw0TYMgCKGVsmCE4rLGIKGxbdubQhe06I7jOIiiCFEUu256+ncSHPewDeHPLQgPuUAJgA5A9i1FMwHEAHcJsH6Dh3OlACEuts2yoXgS/UzbtmFZFpPbpigKNE3zhi2FFsriEorLGoYCwUCrEK/RaMAwjIkM8PZbGzzPtxoYjwDCY4DwNKC4CppSE9YOwH4xgATnzRrusoLGgILXkUgEsizDdd1QUNYIobisE0hoyOqgoO609jOPuog+CNT4Kcuyt7Se47jQ3VmjhOX/6wT/05yCm6qqtgkOBUgXYSE8z/OegHQKSadlElopa5NQXNYxnYIjCIKXnqWvO47TFguhP/6vBREhit/4/59iO/R3EpHOc6S/h6wPQrcopA1/HAc4dvMPu0z839Pr+JDjj1BcQkJCpkIYJQsJCZkKobiEhIRMhVBcQkJCpkIoLiEhIVMhFJeQkJCpEIpLSEjIVAjFJSQkZCqE4hISEjIVwvL/kLHZs2cPDh06hO3bt2PLli3zPp2QBSEUlxAArbGaX/ziF2HbNlRVxdlnn40HHngAAFCr1bBt2za8733vw80334xDhw7hvPPOw5VXXgkAOHjwIHbu3Indu3eH4hLiEZb/hwAA7r77bmzcuBHnnHMOvvKVr+C8887D+eefDwC49dZb8epXvxrLy8t48MEHcfXVV+OWW27Bzp07sXHjRuzfvx+PP/44LrnkEqRSqfm+kZCFIbRcQgAAl19+ufff5XLZW22az+dRLBaxZcsW/OhHP8IFF1wAANixYwf27t2LjRs3YuvWrdi6detczjtkcQkDuiFtPPnkk6jVajjjjDMAAHfddRcuu+wyAK1dSZlMBkBrD1CpVJrbeYYsPqG4hHhUq1XceuutuOqqqwC0Zr08/vjj2LFjB4DW9kfajaTr+lQ2P4asH0JxCQHQWmHyhS98Ae94xzuwtLQEANi7dy+2bdvmfc+WLVuwd+9eAMCBAwewYcOGuZxryNogDOiGAAB2796NO+64A5s2bQIAXHbZZXjmmWewdetWvPKVrwTQyih9/OMfx44dO/Dwww/j+uuvRyQSmedphywwobiEBKJareLRRx/F9u3bw8xQyEBCcQkJCZkKYcwlJCRkKoTiEhISMhVCcQkJCZkKobiEhIRMhVBcQkJCpkIoLiEhIVPh/wGpRa5eK7eyXAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "theta = np.arange(0,2*np.pi, np.pi/4) # 数据角度\n",
    "r = np.arange(1,9,1) #数据极径\n",
    "area = 100*np.arange(1,9,1) # 数据散点面积\n",
    "colors = theta\n",
    "ax2 = plt.subplot(111,projection='polar')\n",
    "ax2.scatter(theta, r, c=colors, s=area, cmap='hsv', alpha =0.75)"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
  },
  "kernelspec": {
   "display_name": "Python 3.7.3 64-bit",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
